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Workflows
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Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
Principles
- Principle:Microsoft Semantic kernel Vector Store Data Model
- Principle:Recommenders team Recommenders Spark Random Data Splitting
- Principle:AnswerDotAI RAGatouille Document Indexing
- Principle:Ollama Ollama ModelArchitecture
- Principle:Online ml River Online One Class SVM
- Principle:Triton inference server Server Engine Validation
- Principle:Ollama Ollama Model Quantization
- Principle:Google deepmind Mujoco CPU Model Loading
- Principle:Farama Foundation Gymnasium Vectorized Environment Creation
- Principle:Spotify Luigi Time Range Scheduling
Implementations
- Implementation:Pytorch Serve SAM Fast Handler
- Implementation:Sgl project Sglang Benchmark MoE ROCm
- Implementation:OpenHands OpenHands UserStore Migrate User
- Implementation:Ucbepic Docetl ApiUtils
- Implementation:Avhz RustQuant BSM Model Constructors
- Implementation:ARISE Initiative Robomimic VisUtils
- Implementation:Cohere ai Cohere python AwsClassification
- Implementation:Microsoft DeepSpeedExamples BingBert Turing FocalLoss
- Implementation:Infiniflow Ragflow Parser Config Utils
- Implementation:Langfuse Langfuse ClickHouse Repository
Heuristics
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
Environments
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Guardrails ai Guardrails Docker Server Runtime